Lance Keay engineer's notebook
Entry 000
· Index page
· Updated 9 Nov 2026

Full-stack developer · DevOps engineer

I build and run software for a living, and I write down what actually worked.

I'm a senior engineer who takes a product from the database to the deploy pipeline. Here I review AI tools, agents and self-hosted software by running them myself, and once a month I compare what the models cost.

nas · zfs gpu-01 switch k3s? backups → offsite
Latest
· 5 most recent
· of 10 entries

Latest entries, with the verdict up front

Sample entries · placeholder content for the site design

    Monthly
    · Token market
    · Nov 2026

    The AI token market, in one table a month

    On the first Monday of each month I put the published per-token prices next to each other, with columns for the price, the context window and what a typical job costs. The full post has every model. Here's the shape of it.

    Sample figures · illustrative, not current prices

    ← swipe the table →

    TierInput $/MOutput $/MContext1k-ticket triage jobChange vs Oct
    Frontier A5.0025.00400k$9.80no change
    Mid-tier B1.206.00256k$2.36−20% input
    Small C0.150.60128k$0.27new this month
    Open-weights D (self-hosted)——128k≈$0.40 poweryour hardware

    $/M = US dollars per million tokens. The triage job is 1,000 tickets at about 1,400 tokens in and 250 out each.

    Read the market posts